Operations managers are drowning in expensive IoT dashboards that

Operations managers are drowning in expensive IoT dashboards that nobody looks at until a line goes down. Doing nothing means shift teams keep.

Predicting Inner-Race Bearing Failure via Vibration Sidebands

A cracked inner-race bearing rarely announces itself through temperature. By the time a thermocouple or RTD on a SAG mill pinion bearing housing.

A condition-monitoring node on a SAG mill discharge bearing, a conveyor drive gearbox, or a control valve actuator can stop delivering data for two.

A 2.4 MW SAG mill gearbox pinion bearing shows a rising 1× running-speed amplitude on its radial accelerometer. The vibration analyst raises a work.

A motor hotspot does not announce itself. Winding insulation degrades as a function of temperature and time, and the damage accumulates whether or.

A SAG mill gearbox oil-temperature trend that stops updating is not obviously broken. The line holds flat at 71.4 °C, the last value the broker.

Time-series correlation between vibration, temperature, and pressure tags is only as good as the timestamps attached to each sample. When those.

A condition-monitoring node on a SAG mill pinion gearbox samples vibration and temperature at 1 Hz, buffers locally, and publishes to an MQTT broker.

A LoRaWAN end device at the edge of a cell does not usually stop transmitting when its uplink power budget closes. It keeps transmitting, and a.

Another failed IoT pilot and another dashboard of blinking red lights that nobody has time to look at while the plant floor is burning. Operations.